Instead of generating results in a single feed forward pass [1]}, [2]}, [3]}, [4]}, we propose an iterative approach towards text recognition. As our work solely contributes to the text recognition part, we have refrained from detailing on the initial rectification network. We have used an off-the-shelf rectification network based on Spatial Transformer Network [5]} and Thin Plate Splines [6]} from Shi [1]}.
